1. Generalisation error in learning with random features and the hidden manifold model*This article is an updated version of: Gerace F, Loureiro B, Krzakala F, Mezard M and Zdeborova L 2020 Generalisation error in learning with random features and the hidden manifold model Proc. 37th Int. Conf. Machine Learning vol 119 ed H D III and A Singh pp 3452–62. (29th December 2021) Authors: Gerace, Federica; Loureiro, Bruno; Krzakala, Florent; Mézard, Marc; Zdeborová, Lenka Journal: Journal of statistical mechanics Issue: (2021:Dec.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
2. Learning curves of generic features maps for realistic datasets with a teacher-student model*This article is an updated version of: Loureiro B, Gerbelot C, Cui H, Goldt S, Krzakala F, Mezard M and Zdeborová L 2021 Learning curves of generic features maps for realistic datasets with a teacher-student model Advances in Neural Information Processing Systems vol 34 ed M Ranzato, A Beygelzimer, Y Dauphin, P S Liang and J Wortman Vaughan (New York: Curran Associates) pp 18137–51. (1st November 2022) Authors: Loureiro, Bruno; Gerbelot, Cédric; Cui, Hugo; Goldt, Sebastian; Krzakala, Florent; Mézard, Marc; Zdeborová, Lenka Journal: Journal of statistical mechanics Issue: (2022:Nov.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
3. Perturbative construction of mean-field equations in extensive-rank matrix factorization and denoising. (1st August 2022) Authors: Maillard, Antoine; Krzakala, Florent; Mézard, Marc; Zdeborová, Lenka Journal: Journal of statistical mechanics Issue: (2022:Aug.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗